{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['test.csv', 'train.csv']\n"
     ]
    }
   ],
   "source": [
    "print(os.listdir('HousePriceData'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('HousePriceData/train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      "Id               1460 non-null int64\n",
      "MSSubClass       1460 non-null int64\n",
      "MSZoning         1460 non-null object\n",
      "LotFrontage      1201 non-null float64\n",
      "LotArea          1460 non-null int64\n",
      "Street           1460 non-null object\n",
      "Alley            91 non-null object\n",
      "LotShape         1460 non-null object\n",
      "LandContour      1460 non-null object\n",
      "Utilities        1460 non-null object\n",
      "LotConfig        1460 non-null object\n",
      "LandSlope        1460 non-null object\n",
      "Neighborhood     1460 non-null object\n",
      "Condition1       1460 non-null object\n",
      "Condition2       1460 non-null object\n",
      "BldgType         1460 non-null object\n",
      "HouseStyle       1460 non-null object\n",
      "OverallQual      1460 non-null int64\n",
      "OverallCond      1460 non-null int64\n",
      "YearBuilt        1460 non-null int64\n",
      "YearRemodAdd     1460 non-null int64\n",
      "RoofStyle        1460 non-null object\n",
      "RoofMatl         1460 non-null object\n",
      "Exterior1st      1460 non-null object\n",
      "Exterior2nd      1460 non-null object\n",
      "MasVnrType       1452 non-null object\n",
      "MasVnrArea       1452 non-null float64\n",
      "ExterQual        1460 non-null object\n",
      "ExterCond        1460 non-null object\n",
      "Foundation       1460 non-null object\n",
      "BsmtQual         1423 non-null object\n",
      "BsmtCond         1423 non-null object\n",
      "BsmtExposure     1422 non-null object\n",
      "BsmtFinType1     1423 non-null object\n",
      "BsmtFinSF1       1460 non-null int64\n",
      "BsmtFinType2     1422 non-null object\n",
      "BsmtFinSF2       1460 non-null int64\n",
      "BsmtUnfSF        1460 non-null int64\n",
      "TotalBsmtSF      1460 non-null int64\n",
      "Heating          1460 non-null object\n",
      "HeatingQC        1460 non-null object\n",
      "CentralAir       1460 non-null object\n",
      "Electrical       1459 non-null object\n",
      "1stFlrSF         1460 non-null int64\n",
      "2ndFlrSF         1460 non-null int64\n",
      "LowQualFinSF     1460 non-null int64\n",
      "GrLivArea        1460 non-null int64\n",
      "BsmtFullBath     1460 non-null int64\n",
      "BsmtHalfBath     1460 non-null int64\n",
      "FullBath         1460 non-null int64\n",
      "HalfBath         1460 non-null int64\n",
      "BedroomAbvGr     1460 non-null int64\n",
      "KitchenAbvGr     1460 non-null int64\n",
      "KitchenQual      1460 non-null object\n",
      "TotRmsAbvGrd     1460 non-null int64\n",
      "Functional       1460 non-null object\n",
      "Fireplaces       1460 non-null int64\n",
      "FireplaceQu      770 non-null object\n",
      "GarageType       1379 non-null object\n",
      "GarageYrBlt      1379 non-null float64\n",
      "GarageFinish     1379 non-null object\n",
      "GarageCars       1460 non-null int64\n",
      "GarageArea       1460 non-null int64\n",
      "GarageQual       1379 non-null object\n",
      "GarageCond       1379 non-null object\n",
      "PavedDrive       1460 non-null object\n",
      "WoodDeckSF       1460 non-null int64\n",
      "OpenPorchSF      1460 non-null int64\n",
      "EnclosedPorch    1460 non-null int64\n",
      "3SsnPorch        1460 non-null int64\n",
      "ScreenPorch      1460 non-null int64\n",
      "PoolArea         1460 non-null int64\n",
      "PoolQC           7 non-null object\n",
      "Fence            281 non-null object\n",
      "MiscFeature      54 non-null object\n",
      "MiscVal          1460 non-null int64\n",
      "MoSold           1460 non-null int64\n",
      "YrSold           1460 non-null int64\n",
      "SaleType         1460 non-null object\n",
      "SaleCondition    1460 non-null object\n",
      "SalePrice        1460 non-null int64\n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['SalePrice'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f92a23a0250>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f92a238cd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = train.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'corrmat' is not defined",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-10-d2d50141f146>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmatplotlib\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m9\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorrmat\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.8\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m0.8\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msquare\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"RdYlBu_r\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'corrmat' is not defined"
     ],
     "output_type": "error"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9299d08f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "f, ax = plt.subplots(figsize=(10, 9))\n",
    "sns.heatmap(corrmat,vmax=0.8,vmin=-0.8,square=True,cmap=\"RdYlBu_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9299a0ec50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9299ccb290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "f_names = ['MSZoning', 'Street', 'LotShape', 'LandContour', 'Utilities',\n",
    "       'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2',\n",
    "       'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st',\n",
    "       'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation',\n",
    "       'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n",
    "       'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual',\n",
    "       'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual',\n",
    "       'GarageCond', 'PavedDrive', 'Fence', 'SaleType', 'SaleCondition']\n",
    "\n",
    "for x in f_names:\n",
    "    train[x].fillna('None',inplace=True)\n",
    "    label = preprocessing.LabelEncoder()\n",
    "    train[x] = label.fit_transform(train[x])\n",
    "corrmat1 = train.corr()\n",
    "f, ax = plt.subplots(figsize=(30, 30))\n",
    "sns.heatmap(corrmat1, vmax=0.8, square=True,cmap=\"RdYlBu_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffa48263c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "k = 11  # 关系矩阵中将显示10个特征\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(train[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "f, ax = plt.subplots(figsize=(10, 9))\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True,\n",
    "                 square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
